Pandas Profiling Report

Dataset info

Number of variables	27
Number of observations	31467
Missing cells	0 (0.0%)
Duplicate rows	399 (1.3%)
Total size in memory	6.5 MiB
Average record size in memory	216.0 B

Variables types

Numeric	22
Categorical	1
Boolean	4
Date	0
URL	0
Text (Unique)	0
Rejected	0
Unsupported	0

Warnings

Dataset has 399 (1.3%) duplicate rows	Warning
`age_month` has 1593 (5.1%) zeros	Zeros
`e_num` has 9430 (30.0%) zeros	Zeros

23ku_countall
Numeric

Distinct count	23
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3158.670099
Minimum	867
Maximum	5971
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	867
5-th percentile	1814
Q1	2380
Median	3046
Q3	3542
95-th percentile	5971
Maximum	5971
Range	5104
Interquartile range	1162

Descriptive statistics

Standard deviation	1207.048383
Coef of variation	0.3821381611
Kurtosis	0.4649371077
Mean	3158.670099
MAD	931.6415553
Skewness	0.8890421172
Sum	99393872
Variance	1456965.799
Memory size	246.0 KiB

Histogram with fixed size bins (bins=23)

Histogram with variable size bins (bins=[ 867. 1000.5 1474. 1844.5 1908. ... 3532. 3753.5 4164.5 5167.5 5971. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5971	3023	9.6%
4364	2191	7.0%
3965	2000	6.4%
3542	1769	5.6%
3522	1752	5.6%
3399	1702	5.4%
3269	1623	5.2%
3073	1513	4.8%
3046	1508	4.8%
2532	1279	4.1%
Other values (13)	13107	41.7%

Minimum 5 values

Value	Count	Frequency (%)
867	457	1.5%
1134	575	1.8%
1814	892	2.8%
1875	932	3.0%
1941	1022	3.2%

Maximum 5 values

Value	Count	Frequency (%)
5971	3023	9.6%
4364	2191	7.0%
3965	2000	6.4%
3542	1769	5.6%
3522	1752	5.6%

23ku_mean_std
Numeric

Distinct count	23
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	-0.1392096271
Minimum	-1.28075741
Maximum	2.651487649
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	-1.28075741
5-th percentile	-1.083838354
Q1	-0.884165082
Median	-0.3540671677
Q3	0.1328208371
95-th percentile	1.737814401
Maximum	2.651487649
Range	3.932245059
Interquartile range	1.016985919

Descriptive statistics

Standard deviation	0.9724761217
Coef of variation	-6.985695904
Kurtosis	1.429450365
Mean	-0.1392096271
MAD	0.7186163788
Skewness	1.404651555
Sum	-4380.509335
Variance	0.9457098072
Memory size	246.0 KiB

Histogram with fixed size bins (bins=23)

Histogram with variable size bins (bins=[-1.28075741 -1.18229788 -1.07335173 -1.01315986 -0.92380985 ... 0.43873044 1.55300188 1.7113215 2.19465102 2.65148765], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-0.2706013619	3023	9.6%
-1.083838354	2191	7.0%
-0.4687358708	2000	6.4%
-0.7389579005	1769	5.6%
-0.884165082	1752	5.6%
-1.0628651	1702	5.4%
-0.9634546124	1623	5.2%
2.651487649	1513	4.8%
0.09176861039	1508	4.8%
1.684828599	1279	4.1%
Other values (13)	13107	41.7%

Minimum 5 values

Value	Count	Frequency (%)
-1.28075741	1212	3.9%
-1.083838354	2191	7.0%
-1.0628651	1702	5.4%
-0.9634546124	1623	5.2%
-0.884165082	1752	5.6%

Maximum 5 values

Value	Count	Frequency (%)
2.651487649	1513	4.8%
1.737814401	457	1.5%
1.684828599	1279	4.1%
1.421175166	985	3.1%
0.6587373981	1022	3.2%

age_countall
Numeric

Distinct count	213
Unique (%)	0.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	335.6332666
Minimum	1
Maximum	1885
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	31
Q1	85
Median	140
Q3	286
95-th percentile	1739
Maximum	1885
Range	1884
Interquartile range	201

Descriptive statistics

Standard deviation	476.2800657
Coef of variation	1.419049043
Kurtosis	3.594006083
Mean	335.6332666
MAD	325.7700543
Skewness	2.181482486
Sum	10561372
Variance	226842.7009
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[1.000e+00 1.150e+01 1.450e+01 1.550e+01 1.750e+01 ... 8.445e+02 9.510e+02 1.135e+03 1.812e+03 1.885e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1885	983	3.1%
1739	889	2.8%
1375	704	2.2%
1273	644	2.0%
997	508	1.6%
905	484	1.5%
784	378	1.2%
355	353	1.1%
75	345	1.1%
108	331	1.1%
Other values (203)	25848	82.1%

Minimum 5 values

Value	Count	Frequency (%)
1	19	0.1%
2	42	0.1%
3	32	0.1%
4	28	0.1%
5	20	0.1%

Maximum 5 values

Value	Count	Frequency (%)
1885	983	3.1%
1739	889	2.8%
1375	704	2.2%
1273	644	2.0%
997	508	1.6%

age_month
Numeric

Distinct count	743
Unique (%)	2.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	193.7601932
Minimum	0
Maximum	1433
Zeros (%)	5.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	41
Median	161
Q3	329
95-th percentile	492
Maximum	1433
Range	1433
Interquartile range	288

Descriptive statistics

Standard deviation	164.8051432
Coef of variation	0.8505624424
Kurtosis	-0.2728085224
Mean	193.7601932
MAD	138.3249222
Skewness	0.6640770445
Sum	6097052
Variance	27160.73522
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 6.765e+02 7.285e+02 7.740e+02 8.410e+02 1.433e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1593	5.1%
1	983	3.1%
2	644	2.0%
3	508	1.6%
5	484	1.5%
6	378	1.2%
4	323	1.0%
149	262	0.8%
137	227	0.7%
138	224	0.7%
Other values (733)	25841	82.1%

Minimum 5 values

Value	Count	Frequency (%)
0	1593	5.1%
1	983	3.1%
2	644	2.0%
3	508	1.6%
4	323	1.0%

Maximum 5 values

Value	Count	Frequency (%)
1433	1	< 0.1%
955	1	< 0.1%
847	1	< 0.1%
835	1	< 0.1%
830	1	< 0.1%

area_num
Numeric

Distinct count	5738
Unique (%)	18.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	34.79590501
Minimum	4.86
Maximum	341.3
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	4.86
5-th percentile	15.9
Q1	22.44
Median	28.41
Q3	42.39
95-th percentile	68.868
Maximum	341.3
Range	336.44
Interquartile range	19.95

Descriptive statistics

Standard deviation	18.68237628
Coef of variation	0.5369130727
Kurtosis	12.76044359
Mean	34.79590501
MAD	13.77406407
Skewness	2.363499789
Sum	1094922.743
Variance	349.0311833
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 4.86 6.74 8.995 9.995 10.015 ... 113.42 124.6 172.91 231.765 341.3 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
20	226	0.7%
40	209	0.7%
18	188	0.6%
21	169	0.5%
30	164	0.5%
25	143	0.5%
16	121	0.4%
22	117	0.4%
15	111	0.4%
25.5	110	0.3%
Other values (5728)	29909	95.0%

Minimum 5 values

Value	Count	Frequency (%)
4.86	1	< 0.1%
4.95	1	< 0.1%
5.2	1	< 0.1%
5.82	1	< 0.1%
5.83	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
341.3	1	< 0.1%
270.07	1	< 0.1%
259.31	1	< 0.1%
256.68	1	< 0.1%
232.01	1	< 0.1%

area_num_countall
Numeric

Distinct count	125
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	48.4626434
Minimum	1
Maximum	486
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	3
Q1	8
Median	18
Q3	48
95-th percentile	229
Maximum	486
Range	485
Interquartile range	40

Descriptive statistics

Standard deviation	78.99349499
Coef of variation	1.629987335
Kurtosis	10.49479646
Mean	48.4626434
MAD	49.14517101
Skewness	3.096030843
Sum	1524974
Variance	6239.972251
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 1. 1.5 2.5 9.5 13.5 ... 250.5 315. 325.5 373.5 486. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4	1160	3.7%
5	1157	3.7%
8	1135	3.6%
3	1070	3.4%
7	1066	3.4%
6	1064	3.4%
9	1039	3.3%
10	970	3.1%
13	946	3.0%
12	869	2.8%
Other values (115)	20991	66.7%

Minimum 5 values

Value	Count	Frequency (%)
1	620	2.0%
2	790	2.5%
3	1070	3.4%
4	1160	3.7%
5	1157	3.7%

Maximum 5 values

Value	Count	Frequency (%)
486	226	0.7%
379	188	0.6%
368	209	0.7%
331	169	0.5%
320	164	0.5%

area_par_room
Numeric

Distinct count	5677
Unique (%)	18.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	27.34458051
Minimum	2.915
Maximum	144.35
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2.915
5-th percentile	15
Q1	20.49
Median	25.38
Q3	31.43
95-th percentile	46.377
Maximum	144.35
Range	141.435
Interquartile range	10.94

Descriptive statistics

Standard deviation	10.26879319
Coef of variation	0.3755330307
Kurtosis	4.669602693
Mean	27.34458051
MAD	7.60005294
Skewness	1.517787116
Sum	860451.9148
Variance	105.4481136
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 2.915 6.74 8.995 9.995 10.015 ... 66.995 74.505 90.32 110.91 144.35 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
20	366	1.2%
18	231	0.7%
21	216	0.7%
15	193	0.6%
25	163	0.5%
16	144	0.5%
16.5	138	0.4%
19	134	0.4%
19.87	133	0.4%
22	128	0.4%
Other values (5667)	29621	94.1%

Minimum 5 values

Value	Count	Frequency (%)
2.915	1	< 0.1%
4.86	1	< 0.1%
4.95	1	< 0.1%
5.2	1	< 0.1%
5.82	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
144.35	1	< 0.1%
132.28	1	< 0.1%
112.5	1	< 0.1%
109.32	2	< 0.1%
109.17	1	< 0.1%

avg_time
Numeric

Distinct count	374
Unique (%)	1.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.79415207
Minimum	1
Maximum	172.3333333
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	5.333333333
Q1	8.666666667
Median	11
Q3	14.33333333
95-th percentile	23.33333333
Maximum	172.3333333
Range	171.3333333
Interquartile range	5.666666667

Descriptive statistics

Standard deviation	9.353859029
Coef of variation	0.7311042556
Kurtosis	48.08859461
Mean	12.79415207
MAD	4.873142047
Skewness	5.599885938
Sum	402593.5833
Variance	87.49467873
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 1. 1.16666667 1.83333333 2.16666667 2.83333333 ... 65.83333333 66.16666667 80.75 109.83333333 172.33333333], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
10	1302	4.1%
9	1101	3.5%
11	1066	3.4%
8	1000	3.2%
9.666666667	987	3.1%
8.666666667	976	3.1%
12	975	3.1%
9.333333333	938	3.0%
11.33333333	898	2.9%
10.33333333	897	2.9%
Other values (364)	21327	67.8%

Minimum 5 values

Value	Count	Frequency (%)
1	37	0.1%
1.333333333	1	< 0.1%
1.666666667	1	< 0.1%
2	83	0.3%
2.333333333	12	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
172.3333333	1	< 0.1%
157	1	< 0.1%
155	1	< 0.1%
151.3333333	1	< 0.1%
146.6666667	1	< 0.1%

bc_2
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	22177
1	9290

Toggle details

Value	Count	Frequency (%)
0	22177	70.5%
1	9290	29.5%

bicycle_parking
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	16161
0	14951
2	355

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	16161	51.4%
0	14951	47.5%
2	355	1.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

direction_countall
Numeric

Distinct count	9
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9774.378682
Minimum	2667
Maximum	17695
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2667
5-th percentile	2742
Q1	6122
Median	8086
Q3	17695
95-th percentile	17695
Maximum	17695
Range	15028
Interquartile range	11573

Descriptive statistics

Standard deviation	5360.994921
Coef of variation	0.5484742402
Kurtosis	-1.221796421
Mean	9774.378682
MAD	4537.530591
Skewness	0.5241904914
Sum	307570374
Variance	28740266.54
Memory size	246.0 KiB

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
17695	8907	28.3%
9943	4995	15.9%
8086	4025	12.8%
6150	3098	9.8%
6122	3080	9.8%
5557	2749	8.7%
3767	1966	6.2%
2742	1326	4.2%
2667	1321	4.2%

Minimum 5 values

Value	Count	Frequency (%)
2667	1321	4.2%
2742	1326	4.2%
3767	1966	6.2%
5557	2749	8.7%
6122	3080	9.8%

Maximum 5 values

Value	Count	Frequency (%)
17695	8907	28.3%
9943	4995	15.9%
8086	4025	12.8%
6150	3098	9.8%
6122	3080	9.8%

dis_ave
Numeric

Distinct count	9482
Unique (%)	30.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	503.1062236
Minimum	0
Maximum	8340
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	223.23
Q1	386.8697836
Median	386.8697836
Q3	565.4166667
95-th percentile	981.175
Maximum	8340
Range	8340
Interquartile range	178.5468831

Descriptive statistics

Standard deviation	331.3363414
Coef of variation	0.6585812813
Kurtosis	63.69912064
Mean	503.1062236
MAD	189.9816784
Skewness	5.828939891
Sum	15831243.54
Variance	109783.7711
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 59.5 79.5 81. 106.55 ... 1560.06666667 2055.6 3115.73333333 4218.22916667 8340. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
386.8697836	9430	30.0%
530	71	0.2%
325	64	0.2%
316.5	53	0.2%
334.2	49	0.2%
498.3333333	33	0.1%
500	31	0.1%
512	30	0.1%
419.5	28	0.1%
531.6666667	27	0.1%
Other values (9472)	21651	68.8%

Minimum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
6	1	< 0.1%
10	2	< 0.1%
20	1	< 0.1%
22	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
8340	1	< 0.1%
7186.222222	1	< 0.1%
6695	1	< 0.1%
6308.777778	1	< 0.1%
6171.111111	1	< 0.1%

dis_min
Numeric

Distinct count	1240
Unique (%)	3.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	259.1419486
Minimum	0
Maximum	6997
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	60
Q1	171
Median	199.1586106
Q3	289
95-th percentile	614
Maximum	6997
Range	6997
Interquartile range	118

Descriptive statistics

Standard deviation	228.0036234
Coef of variation	0.879840661
Kurtosis	94.47739865
Mean	259.1419486
MAD	129.0087616
Skewness	6.553984963
Sum	8154419.698
Variance	51985.65227
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 6.5000e+00 9.5000e+00 1.0500e+01 1.9500e+01 ... 1.5080e+03 2.1385e+03 2.7885e+03 3.9400e+03 6.9970e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
199.1586106	9430	30.0%
200	153	0.5%
150	142	0.5%
160	129	0.4%
140	121	0.4%
227	119	0.4%
100	114	0.4%
80	111	0.4%
250	105	0.3%
50	104	0.3%
Other values (1230)	20939	66.5%

Minimum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	36	0.1%
2	12	< 0.1%
3	16	0.1%
4	19	0.1%

Maximum 5 values

Value	Count	Frequency (%)
6997	1	< 0.1%
5592	1	< 0.1%
5305	1	< 0.1%
5242	1	< 0.1%
5124	1	< 0.1%

e_num
Numeric

Distinct count	11
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.594813614
Minimum	0
Maximum	10
Zeros (%)	30.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	4
Q3	6
95-th percentile	8
Maximum	10
Range	10
Interquartile range	6

Descriptive statistics

Standard deviation	2.859880988
Coef of variation	0.7955575156
Kurtosis	-0.9656840861
Mean	3.594813614
MAD	2.450779363
Skewness	0.1243983423
Sum	113118
Variance	8.178919265
Memory size	246.0 KiB

Histogram with fixed size bins (bins=11)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 4.5 6.5 7.5 9.5 10. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	9430	30.0%
5	4875	15.5%
6	4629	14.7%
4	4316	13.7%
3	2356	7.5%
7	1687	5.4%
2	1212	3.9%
8	909	2.9%
9	799	2.5%
10	743	2.4%

Minimum 5 values

Value	Count	Frequency (%)
0	9430	30.0%
1	511	1.6%
2	1212	3.9%
3	2356	7.5%
4	4316	13.7%

Maximum 5 values

Value	Count	Frequency (%)
10	743	2.4%
9	799	2.5%
8	909	2.9%
7	1687	5.4%
6	4629	14.7%

facilities_15
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	27271
0	4196

Toggle details

Value	Count	Frequency (%)
1	27271	86.7%
0	4196	13.3%

facilities_countall
Numeric

Distinct count	155
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	346.9616106
Minimum	1
Maximum	3063
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	8
Median	51
Q3	271
95-th percentile	1609
Maximum	3063
Range	3062
Interquartile range	263

Descriptive statistics

Standard deviation	708.8957761
Coef of variation	2.043153347
Kurtosis	7.909029135
Mean	346.9616106
MAD	438.4054488
Skewness	2.905585427
Sum	10917841
Variance	502533.2214
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[1.000e+00 1.500e+00 2.500e+00 3.500e+00 4.500e+00 ... 7.700e+02 9.795e+02 1.410e+03 2.336e+03 3.063e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	2538	8.1%
3063	1540	4.9%
2	1393	4.4%
3	984	3.1%
4	824	2.6%
1609	811	2.6%
5	692	2.2%
1211	602	1.9%
1140	564	1.8%
6	525	1.7%
Other values (145)	20994	66.7%

Minimum 5 values

Value	Count	Frequency (%)
1	2538	8.1%
2	1393	4.4%
3	984	3.1%
4	824	2.6%
5	692	2.2%

Maximum 5 values

Value	Count	Frequency (%)
3063	1540	4.9%
1609	811	2.6%
1211	602	1.9%
1140	564	1.8%
819	412	1.3%

floor_countall
Numeric

Distinct count	42
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9982.43757
Minimum	1
Maximum	17201
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	846
Q1	3959
Median	10410
Q3	17201
95-th percentile	17201
Maximum	17201
Range	17200
Interquartile range	13242

Descriptive statistics

Standard deviation	5765.234627
Coef of variation	0.5775377594
Kurtosis	-1.275034858
Mean	9982.43757
MAD	4915.918704
Skewness	-0.1914076117
Sum	314117363
Variance	33237930.31
Memory size	246.0 KiB

Histogram with fixed size bins (bins=42)

Histogram with variable size bins (bins=[1.00000e+00 1.10000e+01 1.25000e+01 5.35000e+01 1.08000e+02 ... 3.37600e+03 5.05950e+03 8.28500e+03 1.46565e+04 1.72010e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
17201	8616	27.4%
12112	6054	19.2%
10410	5279	16.8%
6160	3133	10.0%
3959	1962	6.2%
2793	1397	4.4%
2238	1148	3.6%
1793	894	2.8%
1526	741	2.4%
1124	542	1.7%
Other values (32)	1701	5.4%

Minimum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	< 0.1%
3	8	< 0.1%
4	3	< 0.1%
5	4	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
17201	8616	27.4%
12112	6054	19.2%
10410	5279	16.8%
6160	3133	10.0%
3959	1962	6.2%

kitchen_12
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	20533
0	10934

Toggle details

Value	Count	Frequency (%)
1	20533	65.3%
0	10934	34.7%

layout_countall
Numeric

Distinct count	27
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	13121.0989
Minimum	2
Maximum	23661
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	1807
Q1	5130
Median	10177
Q3	23661
95-th percentile	23661
Maximum	23661
Range	23659
Interquartile range	18531

Descriptive statistics

Standard deviation	8681.161207
Coef of variation	0.6616184571
Kurtosis	-1.597690191
Mean	13121.0989
MAD	7991.929333
Skewness	0.1907548364
Sum	412881619
Variance	75362559.91
Memory size	246.0 KiB

Histogram with fixed size bins (bins=27)

Histogram with variable size bins (bins=[2.0000e+00 3.5000e+01 3.7500e+01 7.0000e+01 1.1600e+02 ... 4.4555e+03 7.4160e+03 9.9395e+03 1.6919e+04 2.3661e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
23661	11930	37.9%
10177	5082	16.2%
9702	4823	15.3%
5130	2551	8.1%
3715	1909	6.1%
3781	1892	6.0%
2240	1124	3.6%
1807	920	2.9%
851	419	1.3%
487	238	0.8%
Other values (17)	579	1.8%

Minimum 5 values

Value	Count	Frequency (%)
2	3	< 0.1%
3	2	< 0.1%
7	1	< 0.1%
8	4	< 0.1%
9	6	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
23661	11930	37.9%
10177	5082	16.2%
9702	4823	15.3%
5130	2551	8.1%
3781	1892	6.0%

log_y
Numeric

Distinct count	871
Unique (%)	2.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.56229572
Minimum	10.1266311
Maximum	14.73180129
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	10.1266311
5-th percentile	10.89673933
Q1	11.23848862
Median	11.53272809
Q3	11.82041016
95-th percentile	12.3883942
Maximum	14.73180129
Range	4.605170186
Interquartile range	0.5819215454

Descriptive statistics

Standard deviation	0.4591154625
Coef of variation	0.03970798478
Kurtosis	1.113528833
Mean	11.56229572
MAD	0.3573513965
Skewness	0.6518769563
Sum	363830.7594
Variance	0.2107870079
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[10.1266311 10.3005491 10.51187037 10.57579223 10.59412846 ... 12.95156872 13.14020137 13.47292105 14.11134456 14.73180129], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
11.08214255	491	1.6%
11.22524339	459	1.5%
11.40756495	454	1.4%
11.35040654	431	1.4%
11.28978191	422	1.3%
11.15625052	415	1.3%
11.00209984	410	1.3%
11.56171563	392	1.2%
11.60823564	390	1.2%
11.46163217	378	1.2%
Other values (861)	27225	86.5%

Minimum 5 values

Value	Count	Frequency (%)
10.1266311	1	< 0.1%
10.16585182	1	< 0.1%
10.17351469	1	< 0.1%
10.20359214	2	< 0.1%
10.23995979	5	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
14.73180129	1	< 0.1%
14.40329722	1	< 0.1%
14.32232816	1	< 0.1%
14.18707411	1	< 0.1%
14.14481431	1	< 0.1%

max_floor
Numeric

Distinct count	55
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.875139035
Minimum	1
Maximum	58
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
Median	5
Q3	10
95-th percentile	15
Maximum	58
Range	57
Interquartile range	7

Descriptive statistics

Standard deviation	6.542796595
Coef of variation	0.9516602592
Kurtosis	19.70714423
Mean	6.875139035
MAD	4.342459556
Skewness	3.604330683
Sum	216340
Variance	42.80818729
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 5.5 ... 44.5 47.5 49.5 57. 58. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	6136	19.5%
3	5768	18.3%
4	3127	9.9%
5	3002	9.5%
7	1498	4.8%
10	1478	4.7%
6	1447	4.6%
8	1351	4.3%
12	1333	4.2%
14	1245	4.0%
Other values (45)	5082	16.2%

Minimum 5 values

Value	Count	Frequency (%)
1	29	0.1%
2	6136	19.5%
3	5768	18.3%
4	3127	9.9%
5	3002	9.5%

Maximum 5 values

Value	Count	Frequency (%)
58	76	0.2%
56	16	0.1%
55	2	< 0.1%
54	10	< 0.1%
53	15	< 0.1%

max_floor_countall
Numeric

Distinct count	49
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	6683.389996
Minimum	5
Maximum	12311
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	5
5-th percentile	1273
Q1	2705
Median	5900
Q3	11528
95-th percentile	12311
Maximum	12311
Range	12306
Interquartile range	8823

Descriptive statistics

Standard deviation	4351.909036
Coef of variation	0.6511529387
Kurtosis	-1.633829033
Mean	6683.389996
MAD	3970.809133
Skewness	0.1968327475
Sum	210306233
Variance	18939112.26
Memory size	246.0 KiB

Histogram with fixed size bins (bins=49)

Histogram with variable size bins (bins=[5.00000e+00 1.40000e+01 2.65000e+01 4.25000e+01 4.40000e+01 ... 4.44900e+03 6.03250e+03 8.84650e+03 1.19195e+04 1.23110e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
12311	6136	19.5%
11528	5768	18.3%
6165	3127	9.9%
5900	3002	9.5%
2998	1498	4.8%
2977	1478	4.7%
2866	1447	4.6%
2705	1351	4.3%
2631	1333	4.2%
2479	1245	4.0%
Other values (39)	5082	16.2%

Minimum 5 values

Value	Count	Frequency (%)
5	2	< 0.1%
7	6	< 0.1%
9	6	< 0.1%
12	5	< 0.1%
16	19	0.1%

Maximum 5 values

Value	Count	Frequency (%)
12311	6136	19.5%
11528	5768	18.3%
6165	3127	9.9%
5900	3002	9.5%
2998	1498	4.8%

min_time
Numeric

Distinct count	85
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.325324944
Minimum	1
Maximum	114
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
Median	6
Q3	9
95-th percentile	15
Maximum	114
Range	113
Interquartile range	5

Descriptive statistics

Standard deviation	5.794744024
Coef of variation	0.7910562424
Kurtosis	61.83389338
Mean	7.325324944
MAD	3.565472339
Skewness	5.564813781
Sum	230506
Variance	33.5790583
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 1. 1.5 2.5 4.5 5.5 ... 29.5 36.5 37.5 79.5 114. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5	4225	13.4%
4	3108	9.9%
3	3073	9.8%
7	2821	9.0%
8	2806	8.9%
6	2791	8.9%
10	2186	6.9%
9	2029	6.4%
2	2003	6.4%
1	1164	3.7%
Other values (75)	5261	16.7%

Minimum 5 values

Value	Count	Frequency (%)
1	1164	3.7%
2	2003	6.4%
3	3073	9.8%
4	3108	9.9%
5	4225	13.4%

Maximum 5 values

Value	Count	Frequency (%)
114	1	< 0.1%
105	1	< 0.1%
103	2	< 0.1%
102	2	< 0.1%
101	1	< 0.1%

onsui
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	17544
0	13923

Toggle details

Value	Count	Frequency (%)
1	17544	55.8%
0	13923	44.2%

room_num
Numeric

Distinct count	6
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.30101376
Minimum	1
Maximum	6
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	1
Q3	1
95-th percentile	3
Maximum	6
Range	5
Interquartile range	0

Descriptive statistics

Standard deviation	0.5973733705
Coef of variation	0.4591599172
Kurtosis	4.323215164
Mean	1.30101376
MAD	0.4602400624
Skewness	2.080354183
Sum	40939
Variance	0.3568549438
Memory size	246.0 KiB

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	24056	76.4%
2	5562	17.7%
3	1666	5.3%
4	156	0.5%
5	25	0.1%
6	2	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	24056	76.4%
2	5562	17.7%
3	1666	5.3%
4	156	0.5%
5	25	0.1%

Maximum 5 values

Value	Count	Frequency (%)
6	2	< 0.1%
5	25	0.1%
4	156	0.5%
3	1666	5.3%
2	5562	17.7%

structure_orderd
Numeric

Distinct count	9
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.222391712
Minimum	0
Maximum	8
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
Median	7
Q3	7
95-th percentile	8
Maximum	8
Range	8
Interquartile range	5

Descriptive statistics

Standard deviation	2.622452078
Coef of variation	0.5021553769
Kurtosis	-1.304974025
Mean	5.222391712
MAD	2.421253585
Skewness	-0.7102057305
Sum	164333
Variance	6.877254904
Memory size	246.0 KiB

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
7	17505	55.6%
1	5648	17.9%
2	3723	11.8%
8	2429	7.7%
4	1812	5.8%
6	297	0.9%
5	46	0.1%
3	4	< 0.1%
0	3	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	5648	17.9%
2	3723	11.8%
3	4	< 0.1%
4	1812	5.8%

Maximum 5 values

Value	Count	Frequency (%)
8	2429	7.7%
7	17505	55.6%
6	297	0.9%
5	46	0.1%
4	1812	5.8%

y
Numeric

Distinct count	871
Unique (%)	2.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	118291.7324
Minimum	25000
Maximum	2500000
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	25000
5-th percentile	54000
Q1	76000
Median	102000
Q3	136000
95-th percentile	240000
Maximum	2500000
Range	2475000
Interquartile range	60000

Descriptive statistics

Standard deviation	73752.02576
Coef of variation	0.6234757432
Kurtosis	85.54587183
Mean	118291.7324
MAD	45447.81894
Skewness	5.735427111
Sum	3722285943
Variance	5439361304
Memory size	246.0 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 25000. 34500. 39900. 40500. 41130. ... 509000. 710000. 965000. 1420000. 2500000.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
65000	491	1.6%
75000	459	1.5%
90000	454	1.4%
85000	431	1.4%
80000	422	1.3%
70000	415	1.3%
60000	410	1.3%
105000	392	1.2%
110000	390	1.2%
95000	378	1.2%
Other values (861)	27225	86.5%

Minimum 5 values

Value	Count	Frequency (%)
25000	1	< 0.1%
26000	1	< 0.1%
26200	1	< 0.1%
27000	2	< 0.1%
28000	5	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
2500000	1	< 0.1%
1800000	1	< 0.1%
1660000	1	< 0.1%
1450000	1	< 0.1%
1390000	1	< 0.1%

Count
Matrix

First rows

	23ku_countall	23ku_mean_std	age_countall	age_month	area_num	area_num_countall	area_par_room	avg_time	bc_2	bicycle_parking	direction_countall	dis_ave	dis_min	e_num	facilities_15	facilities_countall	floor_countall	kitchen_12	layout_countall	log_y	max_floor	max_floor_countall	min_time	onsui	room_num	structure_orderd	y
0	2061	-0.686553	78	117	20.01	73	20.010	8.333333	1	1	6150	756.200000	311.000000	10	1	819	12112	1	23661	11.225243	12	2631	4	1	1	7	75000
1	2532	1.684829	37	538	16.50	144	16.500	11.333333	0	1	5557	1283.000000	1283.000000	1	1	106	3959	1	10177	11.238489	10	2977	5	1	1	2	76000
2	1978	1.421175	131	102	22.05	32	22.050	10.000000	1	1	17695	289.250000	89.000000	4	1	259	663	1	23661	11.608236	15	1273	6	1	1	7	110000
3	3542	-0.738958	202	352	60.48	7	30.240	8.666667	0	0	17695	427.833333	225.000000	6	0	16	10410	0	5130	11.918391	4	6165	3	1	2	7	150000
4	2387	-1.280757	141	379	39.66	49	19.830	9.666667	0	0	17695	464.400000	193.000000	5	1	10	12112	0	3715	11.211820	2	12311	5	0	2	1	74000
5	1134	-0.182117	130	90	50.80	38	25.400	7.333333	0	1	9943	313.500000	251.000000	2	1	1	2793	1	5130	11.982929	12	2631	2	1	2	7	160000
6	3522	-0.884165	331	125	23.82	16	23.820	48.333333	0	1	17695	803.200000	149.000000	5	1	721	2793	1	23661	11.270854	8	2705	4	1	1	7	78500
7	1941	0.658737	92	172	32.32	13	32.320	14.333333	1	0	5557	547.166667	334.000000	6	1	1140	12112	1	23661	11.652687	6	2866	7	1	1	7	115000
8	1814	0.160099	15	536	65.59	9	32.795	8.333333	0	0	2742	386.869784	199.158611	0	1	246	6160	1	3715	12.124467	9	2200	3	0	2	8	184327
9	3269	-0.963455	30	465	30.30	35	30.300	6.333333	0	0	6150	386.869784	199.158611	0	1	246	17201	0	3781	11.238489	3	11528	4	0	1	2	76000

Last rows

	23ku_countall	23ku_mean_std	age_countall	age_month	area_num	area_num_countall	area_par_room	avg_time	bc_2	bicycle_parking	direction_countall	dis_ave	dis_min	e_num	facilities_15	facilities_countall	floor_countall	kitchen_12	layout_countall	log_y	max_floor	max_floor_countall	min_time	onsui	room_num	structure_orderd	y
31457	2544	0.044923	114	193	63.27	2	63.27	8.000000	0	1	8086	1212.166667	512.000000	6	1	152	48	1	23661	12.165251	30	130	1	1	1	7	192000
31458	2532	1.684829	137	144	24.16	15	24.16	6.333333	1	1	2742	386.869784	199.158611	0	1	1211	295	1	23661	11.767568	14	2479	4	1	1	7	129000
31459	2380	-0.626183	240	12	69.54	6	34.77	15.000000	0	1	9943	386.869784	199.158611	0	1	73	12112	0	326	12.375815	14	2479	10	1	2	7	237000
31460	3046	0.091769	148	45	55.98	8	27.99	7.666667	1	1	6150	386.869784	199.158611	0	1	1211	77	1	5130	12.421184	19	96	5	1	2	7	248000
31461	2544	0.044923	1739	0	27.96	14	27.96	8.000000	1	1	8086	315.000000	239.000000	3	1	269	10410	1	23661	11.580584	3	11528	5	1	1	1	107000
31462	3269	-0.963455	118	360	37.90	7	18.95	11.333333	0	0	17695	386.869784	199.158611	0	0	47	12112	0	3715	11.289782	3	11528	7	0	2	2	80000
31463	5971	-0.270601	120	475	12.04	9	12.04	7.666667	0	0	8086	538.800000	131.000000	5	1	24	6160	0	10177	10.905956	4	6165	4	0	1	7	54500
31464	3046	0.091769	39	550	60.00	56	20.00	16.333333	0	1	17695	469.000000	302.000000	5	1	20	10410	0	851	11.736069	5	5900	5	1	3	2	125000
31465	2380	-0.626183	92	132	29.59	4	29.59	9.666667	0	1	17695	692.750000	476.000000	4	1	19	12112	1	3781	11.492723	2	12311	4	0	1	1	98000
31466	2547	-0.354067	2	722	25.00	310	25.00	11.666667	0	0	6150	386.869784	199.158611	0	1	141	17201	0	23661	11.302204	3	11528	5	0	1	2	81000

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows